{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "#### point 点图: 一组分类, 一组数值\n",
    "- seaborn.catplot(kind='point'): figure-level\n",
    "- seaborn.pointplot(): axes-level"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": true,
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "outputs": [],
   "source": [
    "sns.set(\n",
    "    context='talk',  # paper, notebook, talk, poster\n",
    "    style='darkgrid',  # darkgrid, whitegrid, dark, white, ticks\n",
    "    palette='Set2',  # deep,muted,bright,pastel,dark,colorblind,hls,husl,cm\n",
    "    rc={\n",
    "        'figure.figsize': [8, 6]\n",
    "    }\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "outputs": [
    {
     "data": {
      "text/plain": "   total_bill   tip     sex smoker  day    time  size\n0       16.99  1.01  Female     No  Sun  Dinner     2\n1       10.34  1.66    Male     No  Sun  Dinner     3\n2       21.01  3.50    Male     No  Sun  Dinner     3\n3       23.68  3.31    Male     No  Sun  Dinner     2\n4       24.59  3.61  Female     No  Sun  Dinner     4",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>total_bill</th>\n      <th>tip</th>\n      <th>sex</th>\n      <th>smoker</th>\n      <th>day</th>\n      <th>time</th>\n      <th>size</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>16.99</td>\n      <td>1.01</td>\n      <td>Female</td>\n      <td>No</td>\n      <td>Sun</td>\n      <td>Dinner</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>10.34</td>\n      <td>1.66</td>\n      <td>Male</td>\n      <td>No</td>\n      <td>Sun</td>\n      <td>Dinner</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>21.01</td>\n      <td>3.50</td>\n      <td>Male</td>\n      <td>No</td>\n      <td>Sun</td>\n      <td>Dinner</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>23.68</td>\n      <td>3.31</td>\n      <td>Male</td>\n      <td>No</td>\n      <td>Sun</td>\n      <td>Dinner</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>24.59</td>\n      <td>3.61</td>\n      <td>Female</td>\n      <td>No</td>\n      <td>Sun</td>\n      <td>Dinner</td>\n      <td>4</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 51
    }
   ],
   "source": [
    "tips = sns.load_dataset('tips')\n",
    "tips.head()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x23875b31048>"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 52
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(\n",
    "    x='day',\n",
    "    y='tip',\n",
    "    data=tips\n",
    ")\n",
    "sns.lineplot(\n",
    "    x='day',\n",
    "    y='tip',\n",
    "    data=tips\n",
    ")\n",
    "sns.pointplot(\n",
    "    x='day',\n",
    "    y='tip',\n",
    "    data=tips\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x23875baae80>"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 53
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 1 Axes>",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAg8AAAGPCAYAAADbfTPnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3Xl8VPW9//H3zGTPZF8IS0KAQEhoEBCUgAvKIiigdbmItLT3h6J4CxaKCFatdSmIy1VRKogigkXFa10KCIoCFhQqWETCKktYIgnZyJ7MzPn9QY3GTCAHkpksr+fj4UPm+/2e4XM4yeSdc77nfC2GYRgCAACoJ6u3CwAAAM0L4QEAAJhCeAAAAKYQHgAAgCmEBwAAYArhAQAAmEJ4AAAAphAeAACAKYQHAABgCuEBAACYQngAAACmEB4AAIAphAcAAGAK4QEAAJhCeAAAAKb4eLuApsAwDBmGt6sAAKDxWSySxWK5oPcgPEgyDCk3t9jbZQAA0Oiiouy6wOzAZQsAAGAO4QEAAJhCeAAAAKYQHgAAgCmEBwAAYArhAQAAmEJ4AAAAphAeAACAKYQHAABgCuEBAACYQngAAACmsLYFAAD/sb84W+99/40k6Ya4nupqj/VyRU0TZx4AANCZFZY/OLlThY4yFTrK9OHJnTJYctktwgMAAJKcMpRfVVr9Oq+qVE4RHtwhPAAAAFMIDwAAwBTCAwAAMIXwAAAATCE8AAAAUwgPAADAFMIDAAAwhfAAAABMITwAAABTCA8AAMAUwgMAADCF8AAAAEwhPAAAAFMIDwAAwBTCAwAAMIXwAAAATCE8AAAAUwgPAADAFMIDAAAwhfAAAABMITwAAABTCA8AAMAUwgMAADCF8AAAAEzxangwDEOvvfaarrnmGvXs2VOjR4/Whx9+WO/ts7KydPHFF2v+/PmNWCUAAPgpH2/+5QsWLNDzzz+vyZMnq1evXtq4caOmT58um82ma6+99qzbGoah+++/X8XFxR6qFgAASF4MD1VVVXr11Vc1duxYTZo0SZKUnp6ub7/9VsuWLTtnePjb3/6mgwcPeqJUAADwE167bGGz2bR06VJNnDixRruvr68qKirOuu3Ro0f11FNP6dFHH23MEgEAgBteO/NgtVqVnJws6cwliNzcXL377rvavHmzHnnkkTq3c7lcmjlzpkaMGKErrrjCU+UCAID/8Oqchx+sXbtWU6ZMkSQNGjRIo0ePrnPskiVLdPToUb300ksN9vdbLFJYWGCDvR8AoPlxuJy12sJCA+RjtXmhmsZjsVz4ezSJWzVTU1O1bNkyPfjgg9q+fXutSxk/OHjwoJ599lk9+uijCgkJ8XCVAABAaiJnHuLj4xUfH69+/frJbrfrvvvu09dff63evXtXj3E6nZo5c6aGDx+ugQMHyuFwVPe5XC45HA75+Jzf7hiGVFhYdsH7AQBovhyGq1Zb4ely+ViaxO/ZDSYqyn7BZx+89i9SUFCg9957TydPnqzRnpqaKkm12rOysrRjxw6999576tGjR/V/kjRv3rzqPwMAgMbltTMPP0x8vPvuu6vnO0jSpk2bJEndunWrMT42NlbvvPNOrfe5+eabNXbsWN10002NWzAAAJDkxfAQGRmp2267TQsXLlRAQIDS0tK0bds2LViwQLfccos6d+6svLw8ZWZmKikpSXa7XWlpaW7fKzY2ts4+APC0/cXZeu/7byRJN8T1VFd7rJcrAhqWVy/kzJo1S/fcc4/+7//+TxMnTtT777+vyZMnV9+quX79eo0ZM0a7du3yZpkAUG+GYeiDkztV6ChToaNMH57cKcMwvF0W0KAsBl/VcrkM5ebymGsAF85huPTw3pU12h5Ovq7FTbpriVrLsYuKsstqvbAZky3rXwQAADQ6wgMAADCF8AAAAEwhPAAAAFMIDwAAwBTCAwAAMIXwAAAATCE8AAAAUwgPAADAFMIDAAAwhfAAAABMITwAAABTCA8AAMAUwgMAADCF8AAAAEwhPAAAAFMIDwAAwBTCAwAAMIXwAAAATCE8AAAAUwgPAADAFMIDAKDVy64o0t+zdtRqf+XIJu08fUKGYXihqqbLx9sFAADgTRlFWXr7xHY5DFetvqPlBXrrxDbtD4vXDXEXyWqxeKHCpoczDwCAVutYWb7eqiM4/NT2wqP6OGePh6pq+ggPAIBWa92pvXKeIzj8YHPedyp2VDRyRc0D4QEA0CrlVpZof0lOvcc7ZeirgsxGrKj5IDwAAFqlzLI8j2zTEhEeAACtUpXLaXqbSpejESppfggPAIBWqdhpfv5CsI9/I1TS/HCrJgCgVTlVWaw12RnaXXzS9LapIW0boaLmh/AAAGgVSp2V+vTUPm3NPyyXzD/0yW7zVw97XCNU1vwQHgAALZrD5dSX+Ye1Pnefys9zzoJF0g1tL5KP1dawxTVThAcAQItkGIZ2FWVpTc5u5VeVuh3Txj9El0cmaXPeQZ2oKHQ7xs9q081te6u7vU1jltusEB4AAC3O0bJ8rc7epcyyfLf9wTY/DYnprj5h8bJZrOoZ2l67i7K0/MS2GuOuiUnRxeEJCrL5eaLsZoPwAABoMfIrS7U2Z7d2Fp1w2+9jsWpgZBddEZkkf9uPPwKtFouSQ2rPZ0iP7CwfCzcm/pxXw4NhGFqyZImWL1+urKwsJSYm6o477tCoUaPq3CYnJ0fPPfecNm3apIKCAnXq1El33HGHRowY4cHKAQBNSbmzShty9+uL/EN1rlPRK7SDhsR0V7hvoIera3m8Gh4WLFig559/XpMnT1avXr20ceNGTZ8+XTabTddee22t8ZWVlbr99ttVVFSkKVOmKDY2VmvWrNHvf/97OZ1OjRw50gt7AQDwFqfh0lcFmVp3aq9KnZVuxyQGRmpEbA+1Dwz3cHUtl9fCQ1VVlV599VWNHTtWkyZNkiSlp6fr22+/1bJly9yGh40bN2rPnj1asWKFevbsKUkaOHCgTpw4oZdffpnwAACthGEY2luSrTXZGcqpLHY7Jso3WNfEpijFHicLS2k3KK+FB5vNpqVLlyo8vGYS9PX1VWmp+1mxwcHBGjNmjNLS0mq0d+7cWdu2bXO7DQCgZckqL9Tq7AwdLD3ltj/Q6quro7upX0Qi8xUaidfCg9VqVXJysqQzCTI3N1fvvvuuNm/erEceecTtNunp6UpPT6/RVlVVpQ0bNqhr167nXYvFIoWFcQ0MwIVzuFkvISw0gOcDNIDCyjL949hObck57PYRTzaLVVe0SdLw9qkK8jF/d0RrOXYNcRKmSdxtsXbtWk2ZMkWSNGjQII0ePbre2z711FM6fPiwXnzxxcYqDwDgRRVOh9Zl7dG6rL2qrGMxq16RHTQ6vqdiAuwerq51ahLhITU1VcuWLdPevXv13HPPaeLEiXr99dfPuo1hGHryySf12muvacKECRoyZMh5//2GIRUWlp339gDwA3cz/QtPl3P6/Dy4DENfFx7VJ6f2qMjhfhGrDgHhGh6bqsSgKKlCKqw4/8/y1nLsoqLsF3z2oUmEh/j4eMXHx6tfv36y2+2677779PXXX6t3795ux1dWVmrmzJlauXKlJkyYoBkzZni4YqBx7S/O1nvffyNJuiGup7raY71cEeBZ35XkaHV2hr6vOO22P8wnUMNiU5QW0k5WJkN6nNfCQ0FBgdavX6/09HS1afPjIz9TU1MlSSdPul/trLi4WHfeeae2b9+u+++/X7/5zW88Ui/gKYZh6IOTO1XoOPMb1Icnd2pq8NXMFkerkFNRpI+yd2tvifufAf5WH10RlaQBEZ3l28LmIjQnXgsPLpdLM2fO1N13310930GSNm3aJEnq1q1brW2cTqcmTZqkHTt26JlnnuHBUGiRnDJqPIc/r6pUThnyEeEBLVeJo0KfntqnfxUccbvipVUW9Q1P0NXRybL7+HuhQvyU18JDZGSkbrvtNi1cuFABAQFKS0vTtm3btGDBAt1yyy3q3Lmz8vLylJmZqaSkJNntdr355pvaunWrxowZo7Zt2+rf//539ftZLBZddNFF3todAMB5qHI59UX+IW3I3a+KOla8TA6O1TWxqYr1D/FwdaiLV+c8zJo1S23bttU777yjefPmKS4uTpMnT9btt98uSVq/fr1mzZql119/XZdeeqnWrFkjSXrrrbf01ltv1Xgvm82mjIwMj+8DAMA8wzC0s+iE1mbvVoHD/STHOP9QDY9NVVJwjIerw7l4NTz4+vrqjjvu0B133OG2/8Ybb9SNN95Y/fpcd2AAAJq+zNI8rcrepWPlBW77Q3z8NSS6u3qHxTMZsolqEndbAABavrzKEq3J2a1dRVlu+30tVl0WmaTLorrI38qPp6aMowMAaFRlzkqtz92vL/MPy+nmWQoWSb3C4jU0OlmhrHjZLBAeAACNwmm4tDX/iD49tVdlriq3YzoHRWt4bKraBYR5uDpcCMIDAKBBGYahPcUntSYnQ6cqS9yOifYL1vCYVCXb2/AMk2aI8AAAaDAnygu06mSGDpfluu0PsvmdWfEyvKNsLeyxz60J4QEAcMEKq8r0cc4e7Th9rM4VLwdEdNKVUV0VYPP1eH1oWIQHAMB5q3A69HneAW3K+05VbiZDSlJaSDsNjUlRpF+Qh6tDYyE8AABMcxmGthVmal3OXhU73a94GR8YoWtjeyg+MMLD1aGxER4AAKbsL8nWR9kZOllR5LY/wjdIw2JS9IuQtkyGbKEIDwCAejlZUaSPsndpf0mO2/4Aq48GRXVT/4hE+bDiZYtGeAAAnFWxo0LrTu3VVwVH3E6GtMqiS8I76qrobgpmxctWgfAAAHCryuXUpryD2pi3X5Uup9sx3e1tdE1MqmL87R6uDt5EeAAA1OAyDH1z+rg+ztmtQke52zFt/UM1IraHOgdHe7g6NAWEBwBAtcOluVqdvUvHywvd9of6BGhoTHddFNqBFS9bMcIDAECnKou1Nnu3Moq/d9vvZ7Hp8qgkDYzsLD9WvGz1+AoAgFas1Fmp9af2aUv+YTndTIe0SOoTlqAhMckK8QnwfIFokggPANAKOQyXtuQf0vpT++tc8bJLULRGxPZQXECoh6tDU0d4AIBWxDAMZRRlaU3ObuVVlbodE+Nn14jYVHUNjuUhT3CL8AAArcSxsgKtzt6lI2V5bvuDbX4aHJ2si8MTWPESZ0V4AIAWrqCqVGtz9uib08fd9vtYrBoQ2VlXRCax4iXqhfAAAC1UubNKG/MOaHPeQTnqWPGyZ2h7DY3prghfVrxE/REeAKCFcRoubSvI1LpTe1XirHQ7pmNgpEbEpqoDK17iPBAeWqj9xdl67/tvJEk3xPVUV3uslysC0NgMw9C+kmytyc5QdmWx2zGRvkG6JjZVqfY4JkPivBEeWiDDMPTByZ0qdJRJkj48uVNTg6/mgwJowb4vP63V2bv0Xekpt/2BVl8Niu6qSyM6yYfJkLhAhIcWyClD+T+5BSuvqlROGfIR4QFoaYoc5fokZ6+2F2bWueJl/4hEDYrupiCbn8frQ8tEeACAZqjS5dCmvIP6PPeAKg33K16m2uM0LDZF0X6seImGRXgAgGbEZRj69+lj+iRnj07XseJl+4AwDY/toU5BUR6uDq0F4QEAmomDJae0OnuXsipOu+0P8wnQ0JgU9Qxtz4qXaFSEBwBo4nIqirUmJ0N7ik+67fez2nRFZFcNjOwsX6vNw9WhNSI8AEATVeKo0Gen9mlrwRG56ljxsm94Rw2OTpbdx9/zBaLVIjwAQBPjcDn1Zf5hrc/dp3KXw+2YrsExGh6bqjb+rHgJzyM8AEATYRiGvi3K0tqc3TVut/6pNv4hGv6fFS8BbyE8AEATcLQsX6uyd+loWb7bfrvNX4NjknVxWAKTIeF1hAcA8KK8ylJ9nLNbO4tOuO33tVg1MLKLLo9Mkr+Nj2w0DV79SjQMQ0uWLNHy5cuVlZWlxMRE3XHHHRo1alSd25SUlOipp57S2rVrVVpaqr59++qPf/yjEhMTPVc4AFygcmeVNuTu1+b8Q3LWseJlr9AOGhrTXWG+gR6uDjg7r4aHBQsW6Pnnn9fkyZPVq1cvbdy4UdOnT5fNZtO1117rdpupU6dq586dmjFjhoKDg/XCCy9o/PjxWrlypUJCQjy8BwDwozJnlbYXHKnVXuwoV/h/lrx2Gi79q+CIPj21T6V1rHiZGBilEW1S1T4gvFHrBc6X18JDVVWVXn31VY0dO1aTJk2SJKWnp+vbb7/VsmXL3IaHr776Shs2bNDLL7+sK664QpLUt29fDR48WMuXL9fEiRM9ug8A8IN/FRzR6pO73D4q+unv1umKyCR1CIzQmpwMnaoscfseUb7BGh6bqu72NixkhybNa+HBZrNp6dKlCg+vmax9fX1VWup+lvGmTZsUHBysgQMHVrdFRkaqX79+2rhxI+EBgFd8kXdIK7O/rbPfkLQh70Cd/YFWX10d3U39IhJZ8RLNgtfCg9VqVXJysqQzcx9yc3P17rvvavPmzXrkkUfcbnPw4EF17NhRNlvNJ6glJCRo9erVjV4zAPxcbmWJVmfvOq9tbbKof2QnDYrqqkBWvEQz0iSm7q5du1ZTpkyRJA0aNEijR492O664uFh2e+3V4YKDg1VcXHzef7/FIoWFtZwJSQ5X7dOmYaEB8uGxtc0Cx695WXdkr9unP55L78gOGh3fU9EBrHjZVLSW772GuCLWJM6PpaamatmyZXrwwQe1ffv2Oi8/GEbd36BWa5PYFQCtzLbcTNPb3J18uf5f1wEEBzRbTeLMQ3x8vOLj49WvXz/Z7Xbdd999+vrrr9W7d+8a4+x2u44dO1Zr+5KSErdnJOrLMKTCwrLz3r6pcbi57avwdDnXUpsJjl/z4TIMna5yvyz22fhW+rSoz5yWorV870VF2S/47IPX/kUKCgr03nvv6eTJmqvEpaamSlKtdknq1KmTjh49WusMxJEjR9SpU6fGKxYA3LDo/D5EW9oPI7Q+XvsKdrlcmjlzpt56660a7Zs2bZIkdevWrdY2l112mU6fPq3NmzdXt+Xl5emrr77SgAEDGrdgAPiJgqpS/V/Wv+X+8U51C7b58dAnNHteu2wRGRmp2267TQsXLlRAQIDS0tK0bds2LViwQLfccos6d+6svLw8ZWZmKikpSXa7Xf369dMll1yiadOmafr06QoPD9e8efMUEhKisWPHemtXALQi5c4qbcw9oM35B92e5j6XvuEdWZsCzZ5X5zzMmjVLbdu21TvvvKN58+YpLi5OkydP1u233y5JWr9+vWbNmqXXX39dl156qSTphRde0Jw5czR37ly5XC5dfPHFevbZZxUWFubNXQHQwjkMl/6Vf0Sf5db9ZMhzCbL5qn9EYsMWhgZjk0URvkHVK5pG+gbJJoKeOxbjbLcwtBIul6Hc3PO/1bOpcRguPbx3ZY22h5Ov4zprM8Hxa1oMw1BGUZbW5uxRbpX7J0OG+QSoyuVUqauqzvcJsPpqfPwlSgiMbKxS0QD2F2fr/e+/kSRdH9dTXe0tb+nzqCi7rNYLC0VN4m4LAGiKMsvy9FF2hjLrWCY70OqrQdFddWl4ospdDq0/tU/bC4/WekR1Wkg7DYnprii/YE+UjQvQ1R6r6UlDvF1Gk0d4AICfya0s0dqc3dpVlOW232axqn9EYo0nQ9qtNo2MS9PV0cn6y4E1Ncbf1K43Z47QohAeAOA/Sp2V+uzUPm3NPyxnHU+NTAtpp6ExKYr0C3Lb72fjYxUtH1/lAFq9KpdTX+Yf0obc/Sp3OdyOSQyM1PDYHuoQyDLZAOEBQKvlMgx9c/q4Ps7Zo0KH+yc+RvsF65oYlskGforwAKBVOlhySh9lZ+hERaHb/mCbn66OTlbf8ATZmK8A1EB4ANCqZFcUaU12hvaWZLvt97VYNTCyiy6PTJI/8xcAt/jOANAqFDnKte7UXm0ryHQ7FdIiqXdYvIZEJyuUx0cDZ3Ve4aGoqEibN2/W8ePHZbValZiYqPT0dPn7+zd0fQBwQSpdDv0z7zv9M/e7Ws9f+EHX4BhdE5OquIBQD1cHNE+mw8PChQv117/+VeXl5TVWtwwNDdWsWbP0y1/+skELBIDz4TIMbS/M1LpTe1XkqHA7Js4/VNfEpqhrcMt7iiDQmEyFhzfffFPPPPOM+vXrp/Hjx6tjx45yuVw6dOiQlixZovvvv1+hoaEaPHhwY9ULAGdlGIb2lWRrTfZuZVcWuR0T6hOgIdHd1SusA4tUAefBVHhYsmSJ+vfvr8WLF9e4Zal79+4aNmyYxo8fr/nz5xMeAHjFifJCfZSdoYOlp9z2+1t9dHlkkgZEdpKflSlfwPky9d1z4sQJ/epXv3J7r7PNZtO1116rJ598ssGKA4D6KKgq1Sc5e7Xj9DG3kyGtsqhfeEddFd1Ndh/mZgEXylR46NKli7Zv365x48a57d+/f7/i4+MbpDAAOJdyZ5U25h7Q5vyDchgut2NS7HEaFpOiGH+7h6sDWi5T4eGhhx7S7bffrjlz5mjixImKjDyztGxZWZmWLVum999/X6+++mqjFAoAP3AYLv0r/4g+y92nUmel2zEdAsI1PDZViUFRHq4OaPlMhYcZM2bIarXqtdde05IlSxQWFiZfX1/l5ubKMAwZhqHbbrutxjYWi0UZGRkNWjSA1skwDGUUZWltzh7lVpW4HRPhG6RhMd31i5B2PE4aaCSmwkOfPn34ZgTgFZllefooO0OZZflu+wOtvhoU3VWXhifKx2rzcHVA62IqPMyZM6ex6gAAt3IrS7Q2Z7d2FWW57bdZrOofkahBUV0VaPPzcHVA68S9SgCapBJHhdbn7tfW/MNyur2HQkoLaaehMSmK9AvycHVA63bW8JCSkqK5c+dq1KhRks48z+Fcly2Y4wDgQlS5nPoy/5A25O5XucvhdkxiYKSGx/ZQh8BwD1cHQDpHeLjhhhuUkJBQ/ZpHTwNoLC7D0Denj+vjnD0qdJS5HRPtF6xrYlLV3d6G+VeAF501PMyePbvG6+PHj2vSpElKT093O/7TTz/V008/3XDVAWgVvis5pTXZGTpRUei2P9jmp6ujk9U3PEE2i9XD1QH4ubOGh/LycuXl5VW/3rp1q4YOHaqOHTvWGutyubRx40YdO3as4asE0CJlVxRpTXaG9pZku+33tVg1MLKLLo9Mkr+NKVpAU3HW78bS0lLdcMMNKio6s7iMxWLRX/7yF/3lL39xO94wDA0cOLDhqwTQohQ5yrUuZ6+2FWa6nQppkdQ7LF5DopMV6hvo6fIAnMNZw0NkZKSefPJJ7dy5U4Zh6MUXX9TQoUOVnJxca6zValVkZKSuu+66RisWQPNW4XJoU953+mfud6o0nG7HdA2O0TUxqYoLCPVwdQDq65znAa+88kpdeeWVks4sjHXrrbfqoosuavTCALQcTsOl7YVHtS5nr4qdFW7HxPmH6prYFHUNjvVwdQDMMnUR8ecTKAHgbAzD0L6SbK3J3q3syiK3Y0J9AjQkurt6hXWQlTsogGaBGUgAGsWJ8gJ9lL1bB0tPue33t/ro8sgkDYjsJD8rH0VAc8J3LIAGVVBVqo9z9mjH6eNu+62yqF94R10V3U12H38PVwegIRAeADSIcmeVNuQe0Bf5B+UwXG7HpNjjNCwmRTH+dg9XB6AhER4AXBCH4dK/8g/rs9x9KnVWuR3TISBcw2NTlRgU5eHqADQGwgOA82IYhjKKsrQ2Z49yq0rcjonwDdKwmO76RUg7HicNtCCEBwCmZZbl6aPsDGWW5bvtD7T6alB0V10anigfq83D1QFobIQHAPWWW1mitTm7tasoy22/zWJV/4hEDYrqqkCbn4erA+AphAcA51TiqND63P3amn9YTrcPlJbSQtppaEyKIv2CPFwdAE/zanhwuVx666239Le//U3Hjh1TVFSUBg8erMmTJ8tudz8bu6SkRM8995w+/vhjFRYWqkePHrr33nvVs2dPD1cPtHxVLqe+zD+kDbn7Ve5yuB2TGBip4bE91CEw3MPVAfAWr4aHRYsW6dlnn9WECROUnp6uQ4cO6fnnn9eBAwf0yiuvuN3moYce0qeffqrp06erY8eOWrx4sX7zm9/ogw8+UHx8vIf3AGiZXIahb04f18c5e1ToKHM7JtovWNfEpKq7vQ2TIYFWxmvhwTAMLVq0SGPGjNEf/vAHSdKAAQMUERGhqVOnavfu3UpJSamxTXl5uVavXq27775b48aNkyT17t1bAwYM0Pvvv6/f/e53Ht8PoKX5ruSU1mRn6ERFodv+YJufro5OVt/wBNksVg9XB6Ap8Fp4KCkp0ejRozVixIga7Z07d5YkZWZm1goPVVVVcrlcNS5pBAUFyd/fXwUFBY1fNNCCZVcUaU12hvaWZLvt97VYNTCyiy6PTJK/jelSQGvmtU8Au92uBx54oFb7J598IklKSkqq1RcSEqJf/vKXWrJkifr06aOOHTvq5ZdfVklJia699tpGrxloiYoc5VqXs1fbCjPdToW0SOodFq8h0ckK9Q30dHkAmqAm9evDjh07tHDhQg0ZMkRdunRxO2bq1KmaOHGibrnlFkmSxWLRY489pj59+pz332uxSGFhLedD0eFy1moLCw3gfvtmwlPHr8JZpXVZ+7Qua68q65gMmRIWp+sTeqp9EJMh64vvPzR1DTFFqcmEh23btumuu+5Shw4d9Nhjj7kdk5ubq//6r/+Sn5+fnn76aUVFRWnNmjX605/+pKCgIM4+6MxEt92F39dqX3H4a10Zl6R2/BBo9ZyGS1/mHNKqY7t0uqrc7Zh2QWG6If4ipYTHebg6AM1BkwgPq1at0syZM5WYmKhFixYpIiLC7bgVK1bo+++/18cff1x9Z0V6erqKior06KOPavjw4bJazU/gMgypsND9jPLmpNxZpeXHv9J3bpZA3pxzUJtzDuryyC4aGpMiK7Pjmyx3i0oVni6XzwVOTjQMQ/tKsrUme7eyK4vcjgn1CdCQ6O7qFdZBVoulRXxfeFpjHT+goURF2S/47IPXw8PixYv1xBNP6JJLLtGLL76okJCQOseeOHFCMTExtW7J7Nu3r/7xj38oLy9P0dHRjV1yk+QwXFp6bKuOlOWdddzned/S3zNhAAAZYklEQVTJIouGxaacdRxalhPlBfooe7cOugmWkuRv9dHlkUkaENlJflavfywAaOK8GoVXrFihOXPmaMSIEVq0aNFZg4MkderUSadOndLhw4drtP/73/+W3W5XWFhYI1bbtG0vyDxncPjBxrwDyq5w/5snWpaCqlKtOLFd8w9/7jY4WGXRpeGJmtr5ag2K7kpwAFAvXvukyM3N1eOPP6727dtr3LhxysjIqNGfkJAgPz8/HThwQAkJCYqMjNTNN9+spUuXauLEiZo8ebKioqL06aef6r333tP06dPl6+vrpb3xLsMw9GX+YVPbbM0/rJFxaY1TELyu3FmlDbkH9EX+Qben0SUpxR6nYTEpivF3/zRXAKiL18LD559/rrKyMh0/frz6gU8/NXfuXMXFxWn8+PGaPXu2brzxRoWEhGj58uV68skn9dhjj6myslKdO3fWM888o+uuu84Le9E05FeV1nkNuy5fFhzWnuKTCvLxU7DNT0G2H/9f/WcfPwXZ/BVs81OgzZcHAjUDDsOlf+Uf1me5+1TqrHI7pkNAuIbHpioxKMrD1QFoKbwWHm644QbdcMMN5xy3d+/eGq/btGmjp556qrHKapbq+iFxLgWOMhXU8ehhdwKsvjUCxg/Bw33o8FOA1ZeJmR5iGIYyirK0NmePcqtK3I6J8A3SsJju+kVIOx4nDeCCcIGzBfD30P3j5a4qlbuq6vzh9HMW6ceg8ZOQEezz8zb/6j/7WW38YDMpsyxPH2VnKLMs321/oNVXg6K76tLwRJ41AKBBEB5agEi/YIX4BKjI4f6efW8xJJU4K1XirKz3NjaL1f0lFLeh48x/vq30B2JuZYnW5uzWrqIst/02i1X9IxI1KKqrAm1+Hq4OQEtGeGgBbBar+oUn6NNT++q9zZh2FyvKL1il//nhXuqoVKmz8sfXP/2zo0JOtw8ubnhOw6UiR7mpIORnsdW4jPLzsx3Naf7GwZJT2pT3Xa32t459pcujkpQQFKkSR4XW5+7X1vzDdR6XtJB2GhqToki/oMYuGUArRHhoIfpHdNL2wqMqqDr3HIYUexv9IqRtvS8PGIahSpfzP6Giwk24qB06Sp2VHoobUqXhVGUDzd9wHzo8M39jQ+5+fZyzx23f7pKT2l1yUt2D2+hwWa7K63icdGJgpIbH9lCHQJ4kCqDxEB5aiCCbn34b31+vHf3yrAEiKThGt7TrY2pegcVikb/NR/42H0Wqfr/JugxD5a6qM0HC8WOwKHETOn54Xe46v4mf56Oh5m/UDh3nN39jW0FmncHhp/aUnHTbHu0XrGtiUtXd3oY5IwAaHeGhBYn2s+t/Eq/QF3mH9WluzbtU2vuH6dLITrootL1HTtlbLZbqH6iq5+V2p+FSmbOq+gzHT0NHXcGj0qi9CFFjaOj5Gz8NHgFWH63N2X1edQXb/HR1dLL6hic02UsxAFoewkMLE2jz0xXRSbXCwx2JlzX5Z+vbLFbZffxl9/GXdPanjf6gyuV0P1fjLHM4nHU8NKmhnc/8jfqyWay6PLKLLo9Mkr+Nb2MAnsWnDpo1X6tNYdZAhfnWb0n1mvM3zj6H46fBw1PzN+rrkrCOGhLT3dtlAGilCA9oVc53/kaFq6o6WLi7lPLz4FHWyPM3mNcAwJsID8A5WC0WBdr8zjwrweT8jdqXUypqtZ2qLFFFHXdP1CXYh+c2APAewgPQCGrO3zi7Y2UFeunI56beP9Ued76lAcAFa9oz6IBWoENguNoH1P+5DJ2DohXjX78JpQDQGAgPQBNwQ1xP+VnO/ZjtAKuvRrX5hQcqAoC6ER6AJqBtQJh+m9BfdlvdlznCfAL0/xLSOesAwOuY8wA0EQmBkZrW5Wr9u/CoPjj5bY2+G+J66qLQDq12ETAATQtnHoAmxM/qoz7hHWu19wqLJzgAaDIIDwAAwBTCAwAAMIXwAAAATCE8AAAAUwgPANCAbLIowvfHdVMifYNkE2uRoGUhPABAA7JYLBrdJk3hPoEK9wnUqDZpLGSGFofnPABAA+tqj9X0pCHeLgNoNJx5AAAAphAeAACAKYQHAABgCuEBAACYQngAAACmEB4AAIAphAcAAGAK4QEAAJhCeAAAAKYQHgAAgCmEBwAAYArhAQAAmOLV8OByubR8+XKNGjVKvXv31pAhQzR79mwVFxefdbs333xTI0aMUFpamq655hq9/vrrHqoYAAB4dVXNRYsW6dlnn9WECROUnp6uQ4cO6fnnn9eBAwf0yiuvuN1m8eLFmjt3ru68805deuml+uKLL/T444/L19dXY8eO9fAeAADQ+ngtPBiGoUWLFmnMmDH6wx/+IEkaMGCAIiIiNHXqVO3evVspKSk1tikpKdHzzz+vO++8U7///e8lSenp6Tp+/Lg2bdpEeAAAwAO8Fh5KSko0evRojRgxokZ7586dJUmZmZm1wsM///lPlZaW6rbbbqvR/vTTTzdusQAAoJrXwoPdbtcDDzxQq/2TTz6RJCUlJdXq27t3r8LDw5WVlaUpU6bo22+/VVRUlCZMmKDx48efdy0WixQWFnje2zc1DpezVltYaIB8rDYvVAOzOH4AGpPFcuHv0aTuttixY4cWLlyoIUOGqEuXLrX68/LyVFVVpUmTJmnYsGF6+eWXNXjwYD3++ON69913vVAxAACtj1cnTP7Utm3bdNddd6lDhw567LHH3I6pqqpSSUmJpk2bpl/96leSzsx5OHHihObNm6cbb7zxvP5uw5AKC8vOu/amxmG4arUVni6Xj6VJZUXUgeMHoDFFRdkv+OxDk/g0WrVqlf77v/9bbdu21WuvvaaIiAi344KDgyVJV155ZY32yy+/XCdOnFBRUVGj1woAQGvn9fCwePFiTZs2Tb169dIbb7yh2NjYOsd27NhRklRZWVmjvaqqSpJkaYgLOQAA4Ky8Gh5WrFihOXPmaMSIEVq0aJFCQkLOOv7yyy+XJK1cubJG+2effabk5GTZ7fZGqxUAAJzhtTkPubm5evzxx9W+fXuNGzdOGRkZNfoTEhLk5+enAwcOKCEhQZGRkUpISNDYsWO1YMEC+fj4qFevXlq5cqW+/PJLzZ8/30t7AgBA6+K18PD555+rrKxMx48f17hx42r1z507V3FxcRo/frxmz55dPRnyoYceUtu2bfX222/rr3/9qzp16qR58+Zp8ODBnt4FAABaJYthGIa3i/A2l8tQbu7Z19NoThyGSw/vrXlp5+Hk65it30xw/AA0pqgou6zWC5sjyKcRAAAwhfAAAABMITwAAABTCA8AAMAUwgMAADCF8AAAAEwhPAAAAFMIDwAAwBTCAwAAMIXwAAAATCE8AAAAUwgPAADAFMIDAAAwhfAAAABMITwAAABTCA8AAMAUwgMAADCF8AAAAEwhPAAAAFMIDwAAwBTCAwAAMIXw0ALZZFGEb1D160jfINlk8WJFAICWhPDQAlksFo1uk6Zwn0CF+wRqVJs0WSyEBwBAw/DxdgFoHF3tsZqeNMTbZQAAWiDOPAAAAFMIDwAAwBTCAwAAMIXwAAAATCE8AAAAUwgPAADAFMIDAAAwhfAAAABMITwAAABTCA8AAMAUr4YHl8ul5cuXa9SoUerdu7eGDBmi2bNnq7i4uF7bFxcX66qrrtIf//jHRq4UAAD8wKtrWyxatEjPPvusJkyYoPT0dB06dEjPP/+8Dhw4oFdeeeWc28+ePVsnTpzwQKUAAOAHXgsPhmFo0aJFGjNmjP7whz9IkgYMGKCIiAhNnTpVu3fvVkpKSp3bb9iwQatXr1ZISIinSgYAAPLiZYuSkhKNHj1aI0eOrNHeuXNnSVJmZmad2xYWFuqBBx7Qvffeq9DQ0EatEwAA1OS18GC32/XAAw/o4osvrtH+ySefSJKSkpLq3PbRRx9Vly5ddOuttzZqjQAAoDavznn4uR07dmjhwoUaMmSIunTp4nbMxx9/rHXr1unDDz+UxWJpkL/XYpHCwgIb5L2AC+VwOWu1hYUGyMdq80I1AFqahvjR2WRu1dy2bZtuv/12dejQQY899pjbMXl5efrTn/6kGTNmqEOHDh6uEAAASE3kzMOqVas0c+ZMJSYmatGiRYqIiHA77uGHH1aXLl108803y+FwVLcbhiGHwyEfn/PbHcOQCgvLzmtboKE5DFettsLT5fKxNJmsD6AZi4qyX/DZB4thGEbDlHN+Fi9erCeeeEKXXHKJXnzxxbPePZGcnHzW91q3bt15nZFwuQzl5tbv2RJAY3MYLj28d2WNtoeTryM8AGgQUVF2Wa0Xlh68euZhxYoVmjNnjq699lo98cQT8vPzO+v4d955p1bbpEmT1LNnT02aNEmxsbGNVSoAAPgPr4WH3NxcPf7442rfvr3GjRunjIyMGv0JCQny8/PTgQMHlJCQoMjISKWlpdV6Hz8/P0VERLjtAwAADc9r4eHzzz9XWVmZjh8/rnHjxtXqnzt3ruLi4jR+/HjNnj1bN954oxeqBAAAP+f1OQ9NAXMe0JQw5wFAY2qIOQ98GgEAAFMIDwAAwBTCAwAAMIXwAAAATCE8AAAAUwgPAADAFMIDAAAwhfAAAABMITwAAABTCA8AAMAUwgMAADCF8AAAAEwhPAAAAFMIDwAAwBTCAwAAMIXwAAAATCE8AAAAUwgPAADAFMIDAAAwhfAAAABMITwATYxNFkX4BlW/jvQNkk0WL1YEADURHoAmxmKxaHSbNIX7BCrcJ1Cj2qTJYiE8AGg6LIZhGN4uwttcLkO5ucXeLgMAgEYXFWWX1Xphv5Bw5gEAAJhCeAAAAKYQHgAAgCmEBwAAYArhAQAAmEJ4AAAAphAeAACAKYQHAABgCuEBAACYQngAAACmEB4AAIAprG0hyTAM8a8AAGgNLBZd8GJ7hAcAAGAKly0AAIAphAcAAGAK4QEAAJhCeAAAAKYQHgAAgCmEBwAAYArhAQAAmEJ4AAAAphAeAACAKYQHAABgCuEBAACYQngAAC9jiSE0Nz7eLgBnN3PmTP39738/65hLLrlEkmSz2fTaa695oCo0lHMd38WLF2vAgAG12rds2aLx48frjTfeUN++fRuzRLixd+9evfTSS9q6dasKCwsVHh6uvn376q677lL37t3r/T4nT57UQw89pAcffFAdOnRoxIrRUMcMZ7CqZhOXmZmpvLy86td//vOfZbPZ9MADD1S32e326nbCQ/Myc+ZMffHFF3ruuefc9iclJclut9dqLy4u1oEDB+rsR+PZs2ePxo4dqz59+uiWW25RZGSkvv/+e73++uvat2+fXn/9dfXq1ate7/X+++9rxowZWrduHeGhETXkMcMZnHlo4hISEpSQkFD92m63y2az8YXegvj5+Zk+nna7na8BL1myZImioqK0cOFC2Wy26vbBgwdrxIgRmj9/vhYuXOjFCvFzHLOGx5yHFsQwDC1YsECDBg1Sz549deutt+rbb7+t7p85c6aGDh1aY5tjx44pOTlZ77//viTp3XffVVpamt58800NGDBAgwYN0tGjRz26H6jp6quv1pw5c/TrX/9affr00ezZs7VlyxYlJyfrq6++8nZ5rU5ubq4Mw5DL5arRHhwcrPvvv18jRoyQJDmdTi1YsEAjR45Uz5491atXL40dO1ZbtmyRdOZ7bcaMGZLO/BCbOXOmZ3ekFanvMbv66qv1xz/+scaYd999V8nJyfr+++8lnfkcnTBhglasWKFhw4bpF7/4ha6//np9/vnnntmZJoIzDy3I1q1bVV5ergcffFBVVVV64oknNGnSJK1fv75G2j6XqqoqLVq0SLNnz1Z+fr7i4+MbsWpIksPhqNVms9lksVgkSUuXLtX48eM1ceJEhYWFqayszNMl4j+uuOIKbdiwQbfeeqtuvPFG9e/fX126dJEkDR8+vHrc3Llz9fbbb2v69Onq2rWrTp48qRdffFH33HOPPvvsMw0aNEiTJ0/WvHnz9MILLyg5Odlbu9Ti1feY1deOHTuUlZWle+65R3a7Xc8995ymTJmijRs3KiQkpKHLb5IIDy1IQECAXn75ZYWGhkqSioqK9MADD+jQoUNKSkqq9/sYhqG7775bV155ZWOVip/IzMxUjx49arU//PDDGjt2rCQpLi5OM2bMqA4TP/z2Cs8bN26ccnJytHjxYj3yyCOSpMjISF122WX69a9/rZ49e0qSsrOzNW3aNI0bN656W39/f02ePFn79+9Xz549q4N5SkoKcx4aUX2PWX0VFRXp73//e/XxCwoK0q9+9Stt2bJFQ4YMafD6myLCQwvSrVu36uAgqfrD6PTp0+f1XvCMuLg4vfDCC7Xa27dvX/3nrl27VgcHeJfFYtHUqVM1YcIEff7559q8ebO2bNmiDz74QB9++KEefPBBjRs3Tv/7v/8rScrLy9PBgwd15MgRffbZZ5LOnN2D59T3mNVXTExMjTOycXFxktSqzggSHlqQwMDAGq+t1jNTWn5+na8+oqOjG6QmnJufn5/S0tLOOiYqKspD1aC+QkNDdd111+m6666TJGVkZGjGjBl64oknNHLkSGVmZurPf/6zdu7cqcDAQCUlJaldu3aSeK6Dt5zrmNXXzz9rfwj25/NZ21wxYbIVsVgscjqdNdpKS0u9VA3Q/Hz//fe67LLLtGLFilp9qamp+v3vf6+Kigrt27dPt99+u+x2u1auXKnt27frnXfe0U033eSFqlu3+h6zY8eOSaodAPiMdI/w0IoEBwcrLy9PlZWV1W3btm3zYkVA8xITEyObzaa//e1vqqioqNV/8OBBBQQEyDAMFRQU6Le//a2SkpKqzwJu3LhR0o9nHsxMZMb5qe8xS0hIkN1uV1ZWVo1+PiPd47JFK3LVVVdp6dKluv/++3XzzTdr3759Wrx4MR9gQD3ZbDY99NBDmjx5sm666SaNGzdOXbp0UVlZmTZt2qQ33nhD06ZNU0pKiux2u+bPny+LxSKr1aq1a9fqnXfekfTjb7M/zMz/+OOPdcUVV1TfAYCGU99jFhISoquuukoLFizQwoUL1bNnT3366af68ssvvb0LTRLhoRUZOHCg7rvvPi1dulRr1qxRjx499MILL+jWW2/1dmlAszF48GC9/fbbeuWVV/TSSy8pNzdX/v7+Sk1N1bPPPlv9LJX58+dr7ty5mjJlioKDg5WSkqJly5bpjjvu0LZt23TllVeqf//+uuqqq/T0009ry5Yteumll7y8dy1TfY/ZnXfeqby8PC1atEhVVVUaNGiQHn/8cU2aNMnLe9D08HhqAABgCnMeAACAKYQHAABgCuEBAACYQngAAACmEB4AAIAphAcAAGAK4QFAo7r66qv161//2ttlAGhAhAcAAGAK4QEAAJhCeAAAAKYQHgA0mFWrVun6669Xz549NXLkyFqLChmGoeXLl+vmm29W7969lZaWpuHDh2vhwoXVK00+/fTTSk5O1oEDB2ps63K5dNlll+mee+7x2P4AcI/wAKBBvPvuu5o6daoCAwN17733qn///rrrrrt06tSp6jHPPvusHn74YSUlJWnWrFmaNm2a/P399fTTT+u9996TJI0aNUqStHr16hrvv3XrVuXk5GjkyJGe2ykAbrGqJoAL5nQ69dRTTyktLU1Lly6Vr6+vJCk1NVWzZs2SJFVVVWnZsmW67rrrNGfOnOptb7nlFqWnp2vNmjX65S9/qW7duqlbt25avXq1Jk+eXD1u1apVCgkJ0ZVXXunZnQNQC2ceAFywXbt2KTc3VzfeeGN1cJCk66+/XmFhYZIkX19fbd68WY888kiNbfPz82W321VaWlrdNmrUKH333Xfat2+fJMnhcGjt2rUaOnSo/Pz8PLBHAM6GMw8ALtjx48clSQkJCTXabTabOnbsWP3a19dX69ev17p163To0CEdOXJEhYWFklQ950GSRo4cqWeeeUYfffSRunXrpk2bNik/P7/6kgYA7+LMA4ALZrFYJEkVFRW1+lwul6Qz4eDee+/VlClTdOzYMfXu3VszZszQ2rVr1bZt2xrbtGvXTn369Kme97B69WpFR0fr0ksvbeQ9AVAfnHkAcMHi4+MlSYcPH67RbhiGjh8/rq5du+qrr77SP/7xD91999017phwOBwqKCiofo8fjBw5Un/+85918OBBffbZZxo1apRsNluj7wuAc+PMA4ALlpqaqvbt22v58uUqKyurbl+5cqXy8/MlSQUFBZKkpKSkGtu+/fbbKisrk8PhqNE+YsQI+fr6at68eSooKOAuC6AJ4cwDgAtmsVj04IMP6n/+5380ZswY3XTTTTp58qTeeOMNhYeHS5J69+4tu92u2bNn68SJEwoNDdWWLVu0atUq+fv7q6SkpMZ7RkREaODAgVq1apU6dOigXr16eWPXALjBmQcADeKqq67SggULFBAQoGeeeUaffPKJHn/8cXXu3FmSFB0drYULFyo+Pl7z58/XM888oxMnTuiZZ57RbbfdpgMHDtR4JoT04zMfOOsANC0W46dTnAGgCVm1apWmTp2qVatWqUuXLt4uB8B/cOYBQJNkGIbefPNNXXTRRQQHoIlhzgOAJsXhcGjatGnKysrSN998o3nz5nm7JAA/Q3gA0KT4+PjoyJEjOnbsmH73u99p2LBh3i4JwM8w5wEAAJjCnAcAAGAK4QEAAJhCeAAAAKYQHgAAgCmEBwAAYArhAQAAmPL/ARzRgCj8xTGqAAAAAElFTkSuQmCC\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pointplot(\n",
    "    x='day',\n",
    "    y='tip',\n",
    "    data=tips\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x23875bfae48>"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 54
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pointplot(\n",
    "    x='day',\n",
    "    y='tip',\n",
    "    hue='sex',\n",
    "    data=tips\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x23875c7af60>"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 55
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pointplot(\n",
    "    x='day',\n",
    "    y='tip',\n",
    "    hue='sex',\n",
    "    data=tips,\n",
    "    dodge=True\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.axes._subplots.AxesSubplot at 0x23875ce5d30>"
     },
     "metadata": {},
     "output_type": "execute_result",
     "execution_count": 56
    },
    {
     "data": {
      "text/plain": "<Figure size 576x432 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pointplot(\n",
    "    x='day',\n",
    "    y='tip',\n",
    "    hue='sex',\n",
    "    data=tips,\n",
    "    ci=False\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "outputs": [],
   "source": [
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n",
     "is_executing": false
    }
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "name": "python3",
   "language": "python",
   "display_name": "Python 3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "3.7.6-final"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "source": [],
    "metadata": {
     "collapsed": false
    }
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}